Multi-objective Re-ranking on ML-1M
81.24HR@5PreferRec
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PreferRecModel Type=Diversity-Oriented/Multi-Objective2026.03 | 81.24 | 89.78 | 60.3 | 55.03 | 35.87 | 53.07 | 65.21 | 71.05 | 31.27 | 47.48 | 35.22 | 51.97 | |
| ContraRecModel Type=Single-Objective2026.03 | 70.48 | 80.25 | 55.32 | 58.49 | 36.21 | 50.05 | 44.33 | 50.64 | 22.47 | 33.72 | 25.93 | 37.9 | |
| SASRecModel Type=Single-Objective2026.03 | 70.13 | 80.79 | 55.06 | 58.53 | 36.55 | 50.39 | 43.71 | 49.8 | 22.35 | 33.6 | 25.78 | 37.89 | |
| ComiRecModel Type=Diversity-Oriented/Multi-Objective2026.03 | 70.05 | 80.83 | 54.13 | 57.62 | 36.21 | 50.11 | 43.7 | 49.62 | 22.18 | 33.39 | 25.6 | 37.7 | |
| NARMModel Type=Single-Objective2026.03 | 63.64 | 76.72 | 46.59 | 50.84 | 36.45 | 50.5 | 42.74 | 49.54 | 20.82 | 32.57 | 23.46 | 36.22 | |
| GRU4RecModel Type=Single-Objective2026.03 | 63.21 | 76.52 | 45.68 | 50 | 37.16 | 51.01 | 40.43 | 47.76 | 20.24 | 31.9 | 22.88 | 35.58 | |
| EMMRModel Type=Diversity-Oriented/Multi-Objective2026.03 | 63.21 | 76.52 | 37.49 | 34.61 | 34.58 | 48.49 | 73.84 | 72.25 | 28.21 | 42.3 | 29.23 | 44.35 | |
| MMRModel Type=Diversity-Oriented/Multi-Objective2026.03 | 62.17 | 76.18 | 44.89 | 49.44 | 38.92 | 52.99 | 39.56 | 47.04 | 20.42 | 32.33 | 22.91 | 35.88 | |
| SSDModel Type=Diversity-Oriented/Multi-Objective2026.03 | 60.53 | 76.14 | 35.2 | 40.31 | 37.34 | 51.11 | 40.98 | 48.05 | 20.01 | 32 | 22.3 | 35.6 | |
| DPPModel Type=Diversity-Oriented/Multi-Objective2026.03 | 56.57 | 67.75 | 41.88 | 45.51 | 39.66 | 54.05 | 45.78 | 56.89 | 21.7 | 34.98 | 23.21 | 36.66 | |
| epsilon-GreedyModel Type=Diversity-Oriented/Multi-Objective2026.03 | 53.94 | 70.48 | 37.06 | 42.38 | 36.86 | 50.57 | 50.37 | 54.87 | 21.28 | 33.35 | 22.37 | 35.76 | |
| DGRecModel Type=Diversity-Oriented/Multi-Objective2026.03 | 48.44 | 66.31 | 32.89 | 38.69 | 38.62 | 52.49 | 37.61 | 44.26 | 16.93 | 28.34 | 17.92 | 30.58 | |
| POPModel Type=Single-Objective2026.03 | 30.86 | 45.75 | 20.34 | 25.13 | 42.85 | 56.93 | 22.99 | 31.98 | 9.43 | 18.55 | 9.3 | 18.67 |